Pandas Profiling Report

Dataset statistics

Number of variables	32
Number of observations	19708
Missing cells	151204
Missing cells (%)	24.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	8.7 MiB
Average record size in memory	461.3 B

Variable types

NUM	28
CAT	4

Reproduction

Analysis started	2020-05-26 01:56:37.053548
Analysis finished	2020-05-26 01:58:39.375938
Duration	2 minutes and 2.32 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

`iso_code` has a high cardinality: 211 distinct values	High cardinality
`location` has a high cardinality: 212 distinct values	High cardinality
`date` has a high cardinality: 147 distinct values	High cardinality
`new_cases` is highly correlated with `total_cases` and 1 other fields	High correlation
`total_cases` is highly correlated with `new_cases` and 2 other fields	High correlation
`total_deaths` is highly correlated with `total_cases`	High correlation
`new_deaths` is highly correlated with `new_cases`	High correlation
`total_tests` is highly correlated with `total_cases` and 2 other fields	High correlation
`new_tests` is highly correlated with `total_tests` and 1 other fields	High correlation
`new_tests_smoothed` is highly correlated with `total_tests` and 1 other fields	High correlation
`new_tests_smoothed_per_thousand` is highly correlated with `new_tests_per_thousand`	High correlation
`new_tests_per_thousand` is highly correlated with `new_tests_smoothed_per_thousand`	High correlation
`aged_65_older` is highly correlated with `median_age` and 1 other fields	High correlation
`median_age` is highly correlated with `aged_65_older`	High correlation
`aged_70_older` is highly correlated with `aged_65_older`	High correlation
`total_cases_per_million` has 377 (1.9%) missing values	Missing
`new_cases_per_million` has 377 (1.9%) missing values	Missing
`total_deaths_per_million` has 377 (1.9%) missing values	Missing
`new_deaths_per_million` has 377 (1.9%) missing values	Missing
`total_tests` has 14421 (73.2%) missing values	Missing
`new_tests` has 15009 (76.2%) missing values	Missing
`total_tests_per_thousand` has 14421 (73.2%) missing values	Missing
`new_tests_per_thousand` has 15009 (76.2%) missing values	Missing
`new_tests_smoothed` has 13923 (70.6%) missing values	Missing
`new_tests_smoothed_per_thousand` has 13923 (70.6%) missing values	Missing
`tests_units` has 13324 (67.6%) missing values	Missing
`stringency_index` has 4490 (22.8%) missing values	Missing
`population_density` has 862 (4.4%) missing values	Missing
`median_age` has 1767 (9.0%) missing values	Missing
`aged_65_older` has 2007 (10.2%) missing values	Missing
`aged_70_older` has 1857 (9.4%) missing values	Missing
`gdp_per_capita` has 2010 (10.2%) missing values	Missing
`extreme_poverty` has 7968 (40.4%) missing values	Missing
`cvd_death_rate` has 1841 (9.3%) missing values	Missing
`diabetes_prevalence` has 1191 (6.0%) missing values	Missing
`female_smokers` has 5121 (26.0%) missing values	Missing
`male_smokers` has 5277 (26.8%) missing values	Missing
`handwashing_facilities` has 11942 (60.6%) missing values	Missing
`hospital_beds_per_100k` has 3205 (16.3%) missing values	Missing
`new_cases_per_million` is highly skewed (γ1 = 31.5567942)	Skewed
`new_deaths_per_million` is highly skewed (γ1 = 23.47596217)	Skewed
`total_cases` has 3324 (16.9%) zeros	Zeros
`new_cases` has 8292 (42.1%) zeros	Zeros
`total_deaths` has 8638 (43.8%) zeros	Zeros
`new_deaths` has 13918 (70.6%) zeros	Zeros
`total_cases_per_million` has 2975 (15.1%) zeros	Zeros
`new_cases_per_million` has 7933 (40.3%) zeros	Zeros
`total_deaths_per_million` has 8284 (42.0%) zeros	Zeros
`new_deaths_per_million` has 13550 (68.8%) zeros	Zeros
`new_tests_smoothed_per_thousand` has 237 (1.2%) zeros	Zeros
`stringency_index` has 2100 (10.7%) zeros	Zeros

iso_code
Categorical

HIGH CARDINALITY

Distinct count	211
Unique (%)	1.1%
Missing	64
Missing (%)	0.3%
Memory size	154.1 KiB

ISR	147
CHN	147
SWE	147
BRA	147
NLD	147
Other values (206)	18909

Value	Count	Frequency (%)
ISR	147	0.7%
CHN	147	0.7%
SWE	147	0.7%
BRA	147	0.7%
NLD	147	0.7%
GRC	147	0.7%
NOR	147	0.7%
IRN	147	0.7%
OWID_WRL	147	0.7%
VNM	147	0.7%
ISL	147	0.7%
GBR	147	0.7%
SGP	147	0.7%
MEX	147	0.7%
KOR	147	0.7%
FIN	147	0.7%
CZE	147	0.7%
DEU	147	0.7%
RUS	147	0.7%
LTU	147	0.7%
JPN	147	0.7%
ITA	147	0.7%
USA	147	0.7%
HRV	147	0.7%
FRA	147	0.7%
Other values (186)	15969	81.0%

Length

Max length	8
Median length	3
Mean length	3.0372945
Min length	3

Overview of Unicode Properties

Unique unicode characters	29
Unique unicode categories (?)	3
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
R	4890	8.2%
A	4680	7.8%
N	4328	7.2%
M	3492	5.8%
L	3301	5.5%
S	3219	5.4%
E	3021	5.0%
G	2986	5.0%
B	2883	4.8%
I	2651	4.4%
T	2594	4.3%
C	2455	4.1%
U	2381	4.0%
D	2256	3.8%
O	2113	3.5%
P	1798	3.0%
H	1742	2.9%
K	1688	2.8%
Z	1299	2.2%
W	1176	2.0%
V	1154	1.9%
Y	1102	1.8%
F	939	1.6%
J	522	0.9%
X	490	0.8%
Other values (4)	699	1.2%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	59520	99.4%
Lowercase Letter	192	0.3%
Connector Punctuation	147	0.2%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
R	4890	8.2%
A	4680	7.9%
N	4328	7.3%
M	3492	5.9%
L	3301	5.5%
S	3219	5.4%
E	3021	5.1%
G	2986	5.0%
B	2883	4.8%
I	2651	4.5%
T	2594	4.4%
C	2455	4.1%
U	2381	4.0%
D	2256	3.8%
O	2113	3.6%
P	1798	3.0%
H	1742	2.9%
K	1688	2.8%
Z	1299	2.2%
W	1176	2.0%
V	1154	1.9%
Y	1102	1.9%
F	939	1.6%
J	522	0.9%
X	490	0.8%

Most frequent Connector Punctuation characters

Value	Count	Frequency (%)
_	147	100.0%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
n	128	66.7%
a	64	33.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	59712	99.8%
Common	147	0.2%

Most frequent Latin characters

Value	Count	Frequency (%)
R	4890	8.2%
A	4680	7.8%
N	4328	7.2%
M	3492	5.8%
L	3301	5.5%
S	3219	5.4%
E	3021	5.1%
G	2986	5.0%
B	2883	4.8%
I	2651	4.4%
T	2594	4.3%
C	2455	4.1%
U	2381	4.0%
D	2256	3.8%
O	2113	3.5%
P	1798	3.0%
H	1742	2.9%
K	1688	2.8%
Z	1299	2.2%
W	1176	2.0%
V	1154	1.9%
Y	1102	1.8%
F	939	1.6%
J	522	0.9%
X	490	0.8%
Other values (3)	552	0.9%

Most frequent Common characters

Value	Count	Frequency (%)
_	147	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	59859	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
R	4890	8.2%
A	4680	7.8%
N	4328	7.2%
M	3492	5.8%
L	3301	5.5%
S	3219	5.4%
E	3021	5.0%
G	2986	5.0%
B	2883	4.8%
I	2651	4.4%
T	2594	4.3%
C	2455	4.1%
U	2381	4.0%
D	2256	3.8%
O	2113	3.5%
P	1798	3.0%
H	1742	2.9%
K	1688	2.8%
Z	1299	2.2%
W	1176	2.0%
V	1154	1.9%
Y	1102	1.8%
F	939	1.6%
J	522	0.9%
X	490	0.8%
Other values (4)	699	1.2%

location
Categorical

HIGH CARDINALITY

Distinct count	212
Unique (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	154.1 KiB

Australia	147
Canada	147
Austria	147
Germany	147
Mexico	147
Other values (207)	18973

Value	Count	Frequency (%)
Australia	147	0.7%
Canada	147	0.7%
Austria	147	0.7%
Germany	147	0.7%
Mexico	147	0.7%
Vietnam	147	0.7%
Israel	147	0.7%
Brazil	147	0.7%
Iceland	147	0.7%
France	147	0.7%
Netherlands	147	0.7%
China	147	0.7%
Switzerland	147	0.7%
Denmark	147	0.7%
Singapore	147	0.7%
Italy	147	0.7%
Japan	147	0.7%
Belgium	147	0.7%
Norway	147	0.7%
Russia	147	0.7%
Malaysia	147	0.7%
Iran	147	0.7%
United States	147	0.7%
Nepal	147	0.7%
Estonia	147	0.7%
Other values (187)	16033	81.4%

Length

Max length	32
Median length	7
Mean length	8.609042013
Min length	4

Overview of Unicode Properties

Unique unicode characters	56
Unique unicode categories (?)	7
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
a	25514	15.0%
i	14573	8.6%
n	14453	8.5%
e	12086	7.1%
r	9958	5.9%
o	8335	4.9%
t	6775	4.0%
l	6330	3.7%
d	5748	3.4%
u	5687	3.4%
s	5618	3.3%
	5392	3.2%
c	3330	2.0%
g	3302	1.9%
m	3227	1.9%
S	2835	1.7%
b	2679	1.6%
h	2551	1.5%
y	1934	1.1%
C	1894	1.1%
M	1891	1.1%
p	1834	1.1%
B	1807	1.1%
I	1794	1.1%
A	1740	1.0%
Other values (31)	18380	10.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	139626	82.3%
Uppercase Letter	24394	14.4%
Space Separator	5392	3.2%
Other Punctuation	73	< 0.1%
Open Punctuation	61	< 0.1%
Close Punctuation	61	< 0.1%
Dash Punctuation	60	< 0.1%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
S	2835	11.6%
C	1894	7.8%
M	1891	7.8%
B	1807	7.4%
I	1794	7.4%
A	1740	7.1%
G	1463	6.0%
N	1177	4.8%
L	1063	4.4%
P	1014	4.2%
R	932	3.8%
T	927	3.8%
E	905	3.7%
K	903	3.7%
U	778	3.2%
F	622	2.5%
D	552	2.3%
V	542	2.2%
H	407	1.7%
J	362	1.5%
Z	279	1.1%
W	177	0.7%
Q	143	0.6%
O	141	0.6%
Y	46	0.2%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
a	25514	18.3%
i	14573	10.4%
n	14453	10.4%
e	12086	8.7%
r	9958	7.1%
o	8335	6.0%
t	6775	4.9%
l	6330	4.5%
d	5748	4.1%
u	5687	4.1%
s	5618	4.0%
c	3330	2.4%
g	3302	2.4%
m	3227	2.3%
b	2679	1.9%
h	2551	1.8%
y	1934	1.4%
p	1834	1.3%
w	1326	0.9%
z	1209	0.9%
k	1010	0.7%
v	822	0.6%
f	457	0.3%
j	300	0.2%
x	287	0.2%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	5392	100.0%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
'	73	100.0%

Most frequent Dash Punctuation characters

Value	Count	Frequency (%)
-	60	100.0%

Most frequent Open Punctuation characters

Value	Count	Frequency (%)
(	61	100.0%

Most frequent Close Punctuation characters

Value	Count	Frequency (%)
)	61	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	164020	96.7%
Common	5647	3.3%

Most frequent Latin characters

Value	Count	Frequency (%)
a	25514	15.6%
i	14573	8.9%
n	14453	8.8%
e	12086	7.4%
r	9958	6.1%
o	8335	5.1%
t	6775	4.1%
l	6330	3.9%
d	5748	3.5%
u	5687	3.5%
s	5618	3.4%
c	3330	2.0%
g	3302	2.0%
m	3227	2.0%
S	2835	1.7%
b	2679	1.6%
h	2551	1.6%
y	1934	1.2%
C	1894	1.2%
M	1891	1.2%
p	1834	1.1%
B	1807	1.1%
I	1794	1.1%
A	1740	1.1%
G	1463	0.9%
Other values (26)	16662	10.2%

Most frequent Common characters

Value	Count	Frequency (%)
	5392	95.5%
'	73	1.3%
(	61	1.1%
)	61	1.1%
-	60	1.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	169667	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
a	25514	15.0%
i	14573	8.6%
n	14453	8.5%
e	12086	7.1%
r	9958	5.9%
o	8335	4.9%
t	6775	4.0%
l	6330	3.7%
d	5748	3.4%
u	5687	3.4%
s	5618	3.3%
	5392	3.2%
c	3330	2.0%
g	3302	1.9%
m	3227	1.9%
S	2835	1.7%
b	2679	1.6%
h	2551	1.5%
y	1934	1.1%
C	1894	1.1%
M	1891	1.1%
p	1834	1.1%
B	1807	1.1%
I	1794	1.1%
A	1740	1.0%
Other values (31)	18380	10.8%

date
Categorical

HIGH CARDINALITY

Distinct count	147
Unique (%)	0.7%
Missing	0
Missing (%)	0.0%
Memory size	154.1 KiB

2020-05-18	211
2020-05-19	211
2020-05-15	211
2020-05-17	211
2020-05-16	211
Other values (142)	18653

Value	Count	Frequency (%)
2020-05-18	211	1.1%
2020-05-19	211	1.1%
2020-05-15	211	1.1%
2020-05-17	211	1.1%
2020-05-16	211	1.1%
2020-05-20	210	1.1%
2020-05-12	210	1.1%
2020-05-07	210	1.1%
2020-05-10	210	1.1%
2020-05-21	210	1.1%
2020-05-05	210	1.1%
2020-05-13	210	1.1%
2020-05-03	210	1.1%
2020-05-04	210	1.1%
2020-05-08	210	1.1%
2020-05-22	210	1.1%
2020-05-11	210	1.1%
2020-05-09	210	1.1%
2020-05-14	210	1.1%
2020-05-02	210	1.1%
2020-05-06	210	1.1%
2020-05-24	210	1.1%
2020-05-23	210	1.1%
2020-05-25	209	1.1%
2020-05-01	209	1.1%
Other values (122)	14455	73.3%

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Overview of Unicode Properties

Unique unicode characters	11
Unique unicode categories (?)	2
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
0	66413	33.7%
2	50060	25.4%
-	39416	20.0%
1	11298	5.7%
4	8198	4.2%
5	7291	3.7%
3	6844	3.5%
9	1956	1.0%
7	1874	1.0%
8	1874	1.0%
6	1856	0.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	157664	80.0%
Dash Punctuation	39416	20.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
0	66413	42.1%
2	50060	31.8%
1	11298	7.2%
4	8198	5.2%
5	7291	4.6%
3	6844	4.3%
9	1956	1.2%
7	1874	1.2%
8	1874	1.2%
6	1856	1.2%

Most frequent Dash Punctuation characters

Value	Count	Frequency (%)
-	39416	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	197080	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
0	66413	33.7%
2	50060	25.4%
-	39416	20.0%
1	11298	5.7%
4	8198	4.2%
5	7291	3.7%
3	6844	3.5%
9	1956	1.0%
7	1874	1.0%
8	1874	1.0%
6	1856	0.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	197080	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
0	66413	33.7%
2	50060	25.4%
-	39416	20.0%
1	11298	5.7%
4	8198	4.2%
5	7291	3.7%
3	6844	3.5%
9	1956	1.0%
7	1874	1.0%
8	1874	1.0%
6	1856	0.9%

total_cases
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	5293
Unique (%)	26.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	17896.287801907856
Minimum	0
Maximum	5371700
Zeros	3324
Zeros (%)	16.9%
Memory size	154.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5
median	86
Q3	1163
95-th percentile	34797.8
Maximum	5371700
Range	5371700
Interquartile range (IQR)	1158

Descriptive statistics

Standard deviation	184328.0551
Coefficient of variation (CV)	10.29979274
Kurtosis	440.718936
Mean	17896.2878
Median Absolute Deviation (MAD)	86
Skewness	19.68076068
Sum	352700040
Variance	3.397683192e+10

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	3324	16.9%
1	624	3.2%
3	342	1.7%
2	312	1.6%
11	283	1.4%
16	237	1.2%
18	229	1.2%
6	217	1.1%
7	200	1.0%
8	195	1.0%
5	194	1.0%
4	175	0.9%
10	172	0.9%
15	170	0.9%
12	160	0.8%
14	144	0.7%
9	143	0.7%
19	143	0.7%
13	127	0.6%
24	104	0.5%
25	100	0.5%
39	76	0.4%
21	75	0.4%
17	75	0.4%
22	67	0.3%
Other values (5268)	11820	60.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3324	16.9%
1	624	3.2%
2	312	1.6%
3	342	1.7%
4	175	0.9%
5	194	1.0%
6	217	1.1%
7	200	1.0%
8	195	1.0%
9	143	0.7%

Value	Count	Frequency (%)
5371700	1	< 0.1%
5277067	1	< 0.1%
5175936	1	< 0.1%
5069366	1	< 0.1%
4961457	1	< 0.1%
4861974	1	< 0.1%
4766899	1	< 0.1%
4679764	1	< 0.1%
4598546	1	< 0.1%
4504351	1	< 0.1%

new_cases
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct count	1775
Unique (%)	9.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	545.1288816724173
Minimum	-2461
Maximum	107909
Zeros	8292
Zeros (%)	42.1%
Memory size	154.1 KiB

Quantile statistics

Minimum	-2461
5-th percentile	0
Q1	0
median	2
Q3	44
95-th percentile	1126.6
Maximum	107909
Range	110370
Interquartile range (IQR)	44

Descriptive statistics

Standard deviation	4886.065724
Coefficient of variation (CV)	8.963138605
Kurtosis	258.3124905
Mean	545.1288817
Median Absolute Deviation (MAD)	2
Skewness	15.37998824
Sum	10743400
Variance	23873638.26

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	8292	42.1%
1	1106	5.6%
2	672	3.4%
3	450	2.3%
4	377	1.9%
6	298	1.5%
5	291	1.5%
8	215	1.1%
7	215	1.1%
9	198	1.0%
10	193	1.0%
11	163	0.8%
12	148	0.8%
15	138	0.7%
13	133	0.7%
14	122	0.6%
17	105	0.5%
16	104	0.5%
19	95	0.5%
18	92	0.5%
21	86	0.4%
22	85	0.4%
20	82	0.4%
27	71	0.4%
28	66	0.3%
Other values (1750)	5911	30.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2461	1	< 0.1%
-1480	1	< 0.1%
-713	1	< 0.1%
-525	1	< 0.1%
-209	1	< 0.1%
-161	1	< 0.1%
-105	1	< 0.1%
-50	1	< 0.1%
-9	2	< 0.1%
0	8292	42.1%

Value	Count	Frequency (%)
107909	1	< 0.1%
106570	1	< 0.1%
101131	1	< 0.1%
100548	1	< 0.1%
99483	1	< 0.1%
98034	1	< 0.1%
96665	1	< 0.1%
95075	1	< 0.1%
94633	1	< 0.1%
94195	1	< 0.1%

total_deaths
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	1810
Unique (%)	9.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1186.84260198904
Minimum	0
Maximum	344815
Zeros	8638
Zeros (%)	43.8%
Memory size	154.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	25
95-th percentile	1586.25
Maximum	344815
Range	344815
Interquartile range (IQR)	25

Descriptive statistics

Standard deviation	12583.26985
Coefficient of variation (CV)	10.60230718
Kurtosis	428.1766874
Mean	1186.842602
Median Absolute Deviation (MAD)	1
Skewness	19.4447264
Sum	23390294
Variance	158338680

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	8638	43.8%
1	1434	7.3%
2	684	3.5%
3	573	2.9%
5	363	1.8%
4	352	1.8%
6	324	1.6%
7	283	1.4%
10	278	1.4%
9	274	1.4%
8	262	1.3%
12	145	0.7%
11	140	0.7%
21	114	0.6%
13	100	0.5%
14	95	0.5%
15	93	0.5%
17	89	0.5%
20	89	0.5%
18	75	0.4%
19	74	0.4%
24	73	0.4%
26	71	0.4%
25	67	0.3%
22	67	0.3%
Other values (1785)	4951	25.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	8638	43.8%
1	1434	7.3%
2	684	3.5%
3	573	2.9%
4	352	1.8%
5	363	1.8%
6	324	1.6%
7	283	1.4%
8	262	1.3%
9	274	1.4%

Value	Count	Frequency (%)
344815	1	< 0.1%
342078	1	< 0.1%
338089	1	< 0.1%
333399	1	< 0.1%
327956	1	< 0.1%
323156	1	< 0.1%
317928	1	< 0.1%
314666	1	< 0.1%
311693	1	< 0.1%
307425	1	< 0.1%

new_deaths
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	567
Unique (%)	2.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	34.99238887761315
Minimum	0
Maximum	10520
Zeros	13918
Zeros (%)	70.6%
Memory size	154.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	57
Maximum	10520
Range	10520
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	333.7937855
Coefficient of variation (CV)	9.539039664
Kurtosis	325.1910002
Mean	34.99238888
Median Absolute Deviation (MAD)	0
Skewness	16.74493485
Sum	689630
Variance	111418.2912

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	13918	70.6%
1	1398	7.1%
2	695	3.5%
3	421	2.1%
4	333	1.7%
5	223	1.1%
6	192	1.0%
7	159	0.8%
8	131	0.7%
10	116	0.6%
9	112	0.6%
11	85	0.4%
12	67	0.3%
13	66	0.3%
15	59	0.3%
16	53	0.3%
14	51	0.3%
17	43	0.2%
18	39	0.2%
21	36	0.2%
22	32	0.2%
28	29	0.1%
25	28	0.1%
20	26	0.1%
19	26	0.1%
Other values (542)	1370	7.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	13918	70.6%
1	1398	7.1%
2	695	3.5%
3	421	2.1%
4	333	1.7%
5	223	1.1%
6	192	1.0%
7	159	0.8%
8	131	0.7%
9	112	0.6%

Value	Count	Frequency (%)
10520	1	< 0.1%
8709	1	< 0.1%
8568	1	< 0.1%
7663	1	< 0.1%
7604	1	< 0.1%
7445	1	< 0.1%
7444	1	< 0.1%
7284	1	< 0.1%
7221	1	< 0.1%
6671	1	< 0.1%

total_cases_per_million
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct count	10761
Unique (%)	55.7%
Missing	377
Missing (%)	1.9%
Infinite	0
Infinite (%)	0.0%

Mean	507.0767049299053
Minimum	0.0
Maximum	19594.555
Zeros	2975
Zeros (%)	15.1%
Memory size	154.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.647
median	27.963
Q3	255.318
95-th percentile	2799.693
Maximum	19594.555
Range	19594.555
Interquartile range (IQR)	254.671

Descriptive statistics

Standard deviation	1474.006311
Coefficient of variation (CV)	2.906870492
Kurtosis	55.62799288
Mean	507.0767049
Median Absolute Deviation (MAD)	27.963
Skewness	6.377783613
Sum	9802299.783
Variance	2172694.604

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	2975	15.1%
0.034	67	0.3%
199.973	53	0.3%
63.049	52	0.3%
193.757	50	0.3%
17.046	48	0.2%
6.297	46	0.2%
222.25	46	0.2%
2.611	45	0.2%
2200.44	43	0.2%
45.269	42	0.2%
111.857	41	0.2%
7.297	40	0.2%
0.06	39	0.2%
10.997	36	0.2%
0.014	36	0.2%
281.997	36	0.2%
20.079	35	0.2%
0.047	35	0.2%
0.894	34	0.2%
228.824	33	0.2%
3826.87	32	0.2%
18.203	31	0.2%
0.027	31	0.2%
3732.415	30	0.2%
Other values (10736)	15375	78.0%
(Missing)	377	1.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2975	15.1%
0.001	5	< 0.1%
0.002	28	0.1%
0.003	7	< 0.1%
0.004	2	< 0.1%
0.005	8	< 0.1%
0.006	4	< 0.1%
0.007	1	< 0.1%
0.008	22	0.1%
0.009	12	0.1%

Value	Count	Frequency (%)
19594.555	2	< 0.1%
19476.693	1	< 0.1%
19388.296	1	< 0.1%
19329.365	1	< 0.1%
19299.9	1	< 0.1%
19270.434	2	< 0.1%
19240.969	1	< 0.1%
19211.503	1	< 0.1%
19093.641	1	< 0.1%
18946.314	1	< 0.1%

new_cases_per_million
Real number (ℝ)

MISSING
SKEWED
ZEROS

Distinct count	6241
Unique (%)	32.3%
Missing	377
Missing (%)	1.9%
Infinite	0
Infinite (%)	0.0%

Mean	13.339908437225183
Minimum	-265.189
Maximum	4944.376
Zeros	7933
Zeros (%)	40.3%
Memory size	154.1 KiB

Quantile statistics

Minimum	-265.189
5-th percentile	0
Q1	0
median	0.251
Q3	5.901
95-th percentile	63.975
Maximum	4944.376
Range	5209.565
Interquartile range (IQR)	5.901

Descriptive statistics

Standard deviation	63.59145473
Coefficient of variation (CV)	4.767008337
Kurtosis	1992.540417
Mean	13.33990844
Median Absolute Deviation (MAD)	0.251
Skewness	31.5567942
Sum	257873.77
Variance	4043.873115

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	7933	40.3%
0.207	30	0.2%
0.392	26	0.1%
0.01	25	0.1%
2.543	24	0.1%
0.017	24	0.1%
0.042	24	0.1%
0.018	23	0.1%
0.052	22	0.1%
0.196	22	0.1%
0.588	22	0.1%
0.061	21	0.1%
0.026	21	0.1%
0.009	21	0.1%
0.067	20	0.1%
0.305	19	0.1%
0.06	19	0.1%
0.084	18	0.1%
0.144	18	0.1%
0.078	18	0.1%
0.001	18	0.1%
0.251	17	0.1%
0.039	17	0.1%
0.043	17	0.1%
0.057	17	0.1%
Other values (6216)	10895	55.3%
(Missing)	377	1.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-265.189	1	< 0.1%
-139.488	1	< 0.1%
-83.886	1	< 0.1%
-38.57	1	< 0.1%
-17.24	1	< 0.1%
-15.789	1	< 0.1%
-15.25	1	< 0.1%
-7.734	1	< 0.1%
-2.834	1	< 0.1%
0	7933	40.3%

Value	Count	Frequency (%)
4944.376	1	< 0.1%
1722.653	1	< 0.1%
1473.447	1	< 0.1%
1236.094	8	< 0.1%
1060.758	1	< 0.1%
1001.827	1	< 0.1%
861.326	1	< 0.1%
854.499	1	< 0.1%
800.16	1	< 0.1%
736.637	3	< 0.1%

total_deaths_per_million
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct count	4864
Unique (%)	25.2%
Missing	377
Missing (%)	1.9%
Infinite	0
Infinite (%)	0.0%

Mean	22.225029382856555
Minimum	0.0
Maximum	1237.5510000000002
Zeros	8284
Zeros (%)	42.0%
Memory size	154.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.177
Q3	4.702
95-th percentile	99.0335
Maximum	1237.551
Range	1237.551
Interquartile range (IQR)	4.702

Descriptive statistics

Standard deviation	92.92932291
Coefficient of variation (CV)	4.181291341
Kurtosis	73.29250762
Mean	22.22502938
Median Absolute Deviation (MAD)	0.177
Skewness	7.649244257
Sum	429632.043
Variance	8635.859057

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	8284	42.0%
0.414	66	0.3%
15.216	66	0.3%
6.094	60	0.3%
2.286	60	0.3%
0.084	57	0.3%
0.061	55	0.3%
1.705	54	0.3%
0.425	54	0.3%
0.352	53	0.3%
5.716	52	0.3%
26.221	51	0.3%
25.828	50	0.3%
34.748	48	0.2%
5.03	47	0.2%
29.624	44	0.2%
0.215	43	0.2%
1.799	38	0.2%
0.009	37	0.2%
0.026	36	0.2%
33.072	36	0.2%
30.635	35	0.2%
29.304	35	0.2%
0.269	35	0.2%
0.449	34	0.2%
Other values (4839)	9901	50.2%
(Missing)	377	1.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	8284	42.0%
0.001	13	0.1%
0.002	7	< 0.1%
0.003	5	< 0.1%
0.004	2	< 0.1%
0.005	10	0.1%
0.006	1	< 0.1%
0.007	3	< 0.1%
0.008	14	0.1%
0.009	37	0.2%

Value	Count	Frequency (%)
1237.551	2	< 0.1%
1208.085	27	0.1%
1178.62	5	< 0.1%
1149.154	4	< 0.1%
1119.689	1	< 0.1%
1060.758	3	< 0.1%
1031.292	2	< 0.1%
1001.827	4	< 0.1%
942.896	4	< 0.1%
883.965	1	< 0.1%

new_deaths_per_million
Real number (ℝ_≥0)

MISSING
SKEWED
ZEROS

Distinct count	1625
Unique (%)	8.4%
Missing	377
Missing (%)	1.9%
Infinite	0
Infinite (%)	0.0%

Mean	0.5817364854378977
Minimum	0.0
Maximum	200.04
Zeros	13550
Zeros (%)	68.8%
Memory size	154.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.055
95-th percentile	2.2195
Maximum	200.04
Range	200.04
Interquartile range (IQR)	0.055

Descriptive statistics

Standard deviation	3.585335063
Coefficient of variation (CV)	6.163160044
Kurtosis	953.5980518
Mean	0.5817364854
Median Absolute Deviation (MAD)	0
Skewness	23.47596217
Sum	11245.548
Variance	12.85462751

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	13550	68.8%
0.099	57	0.3%
0.039	42	0.2%
0.347	40	0.2%
0.288	36	0.2%
0.02	35	0.2%
0.48	33	0.2%
0.088	31	0.2%
0.154	30	0.2%
0.147	29	0.1%
0.196	29	0.1%
0.03	28	0.1%
0.096	28	0.1%
0.031	28	0.1%
0.038	27	0.1%
0.048	26	0.1%
0.144	26	0.1%
0.034	26	0.1%
0.026	24	0.1%
0.049	24	0.1%
0.137	24	0.1%
0.029	24	0.1%
0.024	23	0.1%
0.014	23	0.1%
0.027	23	0.1%
Other values (1600)	5065	25.7%
(Missing)	377	1.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	13550	68.8%
0.001	21	0.1%
0.002	11	0.1%
0.003	14	0.1%
0.004	10	0.1%
0.005	21	0.1%
0.006	19	0.1%
0.007	6	< 0.1%
0.008	20	0.1%
0.009	20	0.1%

Value	Count	Frequency (%)
200.04	1	< 0.1%
176.793	1	< 0.1%
117.862	1	< 0.1%
93.279	1	< 0.1%
88.396	1	< 0.1%
58.931	8	< 0.1%
58.801	1	< 0.1%
51.77	1	< 0.1%
50.963	1	< 0.1%
47.39	1	< 0.1%

total_tests
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct count	5058
Unique (%)	95.7%
Missing	14421
Missing (%)	73.2%
Infinite	0
Infinite (%)	0.0%

Mean	255406.92396444108
Minimum	1.0
Maximum	14163694.0
Zeros	0
Zeros (%)	0.0%
Memory size	154.1 KiB

Quantile statistics

Minimum	1
5-th percentile	298.5
Q1	8505.5
median	44458
Q3	161282.5
95-th percentile	908376.7
Maximum	14163694
Range	14163693
Interquartile range (IQR)	152777

Descriptive statistics

Standard deviation	918402.0467
Coefficient of variation (CV)	3.595838486
Kurtosis	90.46679039
Mean	255406.924
Median Absolute Deviation (MAD)	42355
Skewness	8.59108061
Sum	1350336407
Variance	8.434623194e+11

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
211	4	< 0.1%
31	4	< 0.1%
25	4	< 0.1%
16	4	< 0.1%
576	4	< 0.1%
584	3	< 0.1%
57	3	< 0.1%
326	3	< 0.1%
4298	3	< 0.1%
14	3	< 0.1%
52	3	< 0.1%
880	3	< 0.1%
609	3	< 0.1%
36	3	< 0.1%
450	3	< 0.1%
35	3	< 0.1%
130	3	< 0.1%
62	3	< 0.1%
5	3	< 0.1%
1890	3	< 0.1%
33	3	< 0.1%
20	3	< 0.1%
163	2	< 0.1%
59978	2	< 0.1%
126	2	< 0.1%
Other values (5033)	5210	26.4%
(Missing)	14421	73.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	2	< 0.1%
2	1	< 0.1%
3	2	< 0.1%
4	1	< 0.1%
5	3	< 0.1%
9	2	< 0.1%
10	1	< 0.1%
11	2	< 0.1%
12	2	< 0.1%
13	2	< 0.1%

Value	Count	Frequency (%)
14163694	1	< 0.1%
13784786	1	< 0.1%
13419058	1	< 0.1%
13024762	1	< 0.1%
12608216	1	< 0.1%
12202812	1	< 0.1%
11806021	1	< 0.1%
11460319	1	< 0.1%
11057511	1	< 0.1%
10704575	1	< 0.1%

new_tests
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct count	3364
Unique (%)	71.6%
Missing	15009
Missing (%)	76.2%
Infinite	0
Infinite (%)	0.0%

Mean	10382.31091721643
Minimum	1.0
Maximum	416546.0
Zeros	0
Zeros (%)	0.0%
Memory size	154.1 KiB

Quantile statistics

Minimum	1
5-th percentile	31
Q1	555
median	1955
Q3	6363.5
95-th percentile	38216.2
Maximum	416546
Range	416545
Interquartile range (IQR)	5808.5

Descriptive statistics

Standard deviation	34434.81512
Coefficient of variation (CV)	3.31668117
Kurtosis	56.82203017
Mean	10382.31092
Median Absolute Deviation (MAD)	1770
Skewness	6.947133814
Sum	48786479
Variance	1185756492

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	17	0.1%
2	14	0.1%
16	12	0.1%
8	12	0.1%
5	11	0.1%
10	10	0.1%
3	10	0.1%
4	9	< 0.1%
9	9	< 0.1%
32	8	< 0.1%
18	8	< 0.1%
24	8	< 0.1%
7	8	< 0.1%
29	8	< 0.1%
25	7	< 0.1%
22	7	< 0.1%
443	7	< 0.1%
15	7	< 0.1%
35	7	< 0.1%
6	7	< 0.1%
44	6	< 0.1%
70	6	< 0.1%
58	6	< 0.1%
76	6	< 0.1%
27	6	< 0.1%
Other values (3339)	4483	22.7%
(Missing)	15009	76.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	17	0.1%
2	14	0.1%
3	10	0.1%
4	9	< 0.1%
5	11	0.1%
6	7	< 0.1%
7	8	< 0.1%
8	12	0.1%
9	9	< 0.1%
10	10	0.1%

Value	Count	Frequency (%)
416546	1	< 0.1%
405404	1	< 0.1%
402808	1	< 0.1%
396791	1	< 0.1%
394296	1	< 0.1%
384644	1	< 0.1%
378908	1	< 0.1%
376751	1	< 0.1%
365728	1	< 0.1%
362941	1	< 0.1%

total_tests_per_thousand
Real number (ℝ_≥0)

MISSING

Distinct count	3842
Unique (%)	72.7%
Missing	14421
Missing (%)	73.2%
Infinite	0
Infinite (%)	0.0%

Mean	11.451027614904483
Minimum	0.0
Maximum	172.31599999999997
Zeros	26
Zeros (%)	0.1%
Memory size	154.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0.011
Q1	0.3645
median	2.551
Q3	13.573
95-th percentile	48.6514
Maximum	172.316
Range	172.316
Interquartile range (IQR)	13.2085

Descriptive statistics

Standard deviation	21.14316104
Coefficient of variation (CV)	1.846398572
Kurtosis	18.61178842
Mean	11.45102761
Median Absolute Deviation (MAD)	2.517
Skewness	3.741735322
Sum	60541.583
Variance	447.0332588

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.001	43	0.2%
0.002	32	0.2%
0.003	27	0.1%
0.007	27	0.1%
0	26	0.1%
0.015	22	0.1%
0.008	22	0.1%
0.004	21	0.1%
0.01	21	0.1%
0.005	19	0.1%
0.013	17	0.1%
0.02	16	0.1%
0.016	16	0.1%
0.024	15	0.1%
0.027	15	0.1%
0.012	15	0.1%
0.018	15	0.1%
0.006	14	0.1%
0.017	14	0.1%
0.009	12	0.1%
0.011	11	0.1%
0.014	10	0.1%
0.055	9	< 0.1%
0.023	9	< 0.1%
0.028	8	< 0.1%
Other values (3817)	4831	24.5%
(Missing)	14421	73.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	26	0.1%
0.001	43	0.2%
0.002	32	0.2%
0.003	27	0.1%
0.004	21	0.1%
0.005	19	0.1%
0.006	14	0.1%
0.007	27	0.1%
0.008	22	0.1%
0.009	12	0.1%

Value	Count	Frequency (%)
172.316	1	< 0.1%
172.147	1	< 0.1%
170.708	1	< 0.1%
170.503	1	< 0.1%
168.753	1	< 0.1%
167.461	1	< 0.1%
166.835	1	< 0.1%
166.567	1	< 0.1%
166.547	1	< 0.1%
166.157	1	< 0.1%

new_tests_per_thousand
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct count	1274
Unique (%)	27.1%
Missing	15009
Missing (%)	76.2%
Infinite	0
Infinite (%)	0.0%

Mean	0.392041711002341
Minimum	0.0
Maximum	7.285
Zeros	168
Zeros (%)	0.9%
Memory size	154.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0.001
Q1	0.029
median	0.151
Q3	0.543
95-th percentile	1.4845
Maximum	7.285
Range	7.285
Interquartile range (IQR)	0.514

Descriptive statistics

Standard deviation	0.6096827647
Coefficient of variation (CV)	1.555147699
Kurtosis	19.3093695
Mean	0.392041711
Median Absolute Deviation (MAD)	0.143
Skewness	3.531250796
Sum	1842.204
Variance	0.3717130736

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	168	0.9%
0.001	109	0.6%
0.002	57	0.3%
0.007	54	0.3%
0.006	52	0.3%
0.005	50	0.3%
0.004	48	0.2%
0.008	47	0.2%
0.014	38	0.2%
0.013	38	0.2%
0.009	37	0.2%
0.003	37	0.2%
0.012	35	0.2%
0.015	33	0.2%
0.011	33	0.2%
0.017	31	0.2%
0.021	30	0.2%
0.019	28	0.1%
0.016	28	0.1%
0.022	27	0.1%
0.01	27	0.1%
0.026	27	0.1%
0.023	26	0.1%
0.03	25	0.1%
0.059	23	0.1%
Other values (1249)	3591	18.2%
(Missing)	15009	76.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	168	0.9%
0.001	109	0.6%
0.002	57	0.3%
0.003	37	0.2%
0.004	48	0.2%
0.005	50	0.3%
0.006	52	0.3%
0.007	54	0.3%
0.008	47	0.2%
0.009	37	0.2%

Value	Count	Frequency (%)
7.285	1	< 0.1%
6.708	1	< 0.1%
5.729	1	< 0.1%
5.357	1	< 0.1%
5.14	1	< 0.1%
5.002	1	< 0.1%
4.911	1	< 0.1%
4.897	1	< 0.1%
4.724	1	< 0.1%
4.557	1	< 0.1%

new_tests_smoothed
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct count	3962
Unique (%)	68.5%
Missing	13923
Missing (%)	70.6%
Infinite	0
Infinite (%)	0.0%

Mean	9237.185479688851
Minimum	0.0
Maximum	389611.0
Zeros	32
Zeros (%)	0.2%
Memory size	154.1 KiB

Quantile statistics

Minimum	0
5-th percentile	34
Q1	652
median	2131
Q3	5983
95-th percentile	38776
Maximum	389611
Range	389611
Interquartile range (IQR)	5331

Descriptive statistics

Standard deviation	29252.52827
Coefficient of variation (CV)	3.166822658
Kurtosis	67.25289883
Mean	9237.18548
Median Absolute Deviation (MAD)	1865
Skewness	7.429570201
Sum	53437118
Variance	855710410.5

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	32	0.2%
2111	25	0.1%
2134	25	0.1%
930	24	0.1%
4	20	0.1%
2	20	0.1%
1	19	0.1%
3	18	0.1%
2257	16	0.1%
5	15	0.1%
37	12	0.1%
4632	11	0.1%
7	11	0.1%
27	11	0.1%
8	10	0.1%
36	10	0.1%
29	9	< 0.1%
25	9	< 0.1%
45	9	< 0.1%
72	8	< 0.1%
23	8	< 0.1%
30	8	< 0.1%
26	7	< 0.1%
11	7	< 0.1%
57	7	< 0.1%
Other values (3937)	5434	27.6%
(Missing)	13923	70.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	32	0.2%
1	19	0.1%
2	20	0.1%
3	18	0.1%
4	20	0.1%
5	15	0.1%
6	7	< 0.1%
7	11	0.1%
8	10	0.1%
9	4	< 0.1%

Value	Count	Frequency (%)
389611	1	< 0.1%
387783	1	< 0.1%
386196	1	< 0.1%
383304	1	< 0.1%
377619	1	< 0.1%
361993	1	< 0.1%
354407	1	< 0.1%
348844	1	< 0.1%
335607	1	< 0.1%
327124	1	< 0.1%

new_tests_smoothed_per_thousand
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct count	1338
Unique (%)	23.1%
Missing	13923
Missing (%)	70.6%
Infinite	0
Infinite (%)	0.0%

Mean	0.36011201382886776
Minimum	0.0
Maximum	4.993
Zeros	237
Zeros (%)	1.2%
Memory size	154.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0.001
Q1	0.031
median	0.154
Q3	0.502
95-th percentile	1.3178
Maximum	4.993
Range	4.993
Interquartile range (IQR)	0.471

Descriptive statistics

Standard deviation	0.5302043532
Coefficient of variation (CV)	1.472331755
Kurtosis	15.50545706
Mean	0.3601120138
Median Absolute Deviation (MAD)	0.145
Skewness	3.207707843
Sum	2083.248
Variance	0.2811166562

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	237	1.2%
0.001	146	0.7%
0.002	82	0.4%
0.006	75	0.4%
0.007	54	0.3%
0.01	53	0.3%
0.008	50	0.3%
0.005	44	0.2%
0.003	43	0.2%
0.004	43	0.2%
0.009	42	0.2%
0.014	39	0.2%
0.025	39	0.2%
0.016	39	0.2%
0.011	38	0.2%
0.019	35	0.2%
0.015	35	0.2%
0.012	34	0.2%
0.124	33	0.2%
0.285	32	0.2%
0.036	32	0.2%
0.013	32	0.2%
0.051	30	0.2%
0.022	30	0.2%
0.021	30	0.2%
Other values (1313)	4438	22.5%
(Missing)	13923	70.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	237	1.2%
0.001	146	0.7%
0.002	82	0.4%
0.003	43	0.2%
0.004	43	0.2%
0.005	44	0.2%
0.006	75	0.4%
0.007	54	0.3%
0.008	50	0.3%
0.009	42	0.2%

Value	Count	Frequency (%)
4.993	1	< 0.1%
4.894	1	< 0.1%
4.785	1	< 0.1%
4.771	1	< 0.1%
4.642	1	< 0.1%
4.604	1	< 0.1%
4.433	1	< 0.1%
4.387	1	< 0.1%
4.352	1	< 0.1%
4.305	1	< 0.1%

tests_units
Categorical

MISSING

Distinct count	5
Unique (%)	0.1%
Missing	13324
Missing (%)	67.6%
Memory size	154.1 KiB

tests performed	2520
people tested	1847
samples tested	1034
units unclear	904
inconsistent units (COVID Tracking Project)	79

Value	Count	Frequency (%)
tests performed	2520	12.8%
people tested	1847	9.4%
samples tested	1034	5.2%
units unclear	904	4.6%
inconsistent units (COVID Tracking Project)	79	0.4%
(Missing)	13324	67.6%

Length

Max length	43
Median length	3
Mean length	6.667749137
Min length	3

Overview of Unicode Properties

Unique unicode characters	28
Unique unicode categories (?)	5
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
n	28851	22.0%
e	19112	14.5%
a	15341	11.7%
t	12022	9.1%
s	11130	8.5%
p	7248	5.5%
	6621	5.0%
r	6102	4.6%
d	5401	4.1%
o	4525	3.4%
l	3785	2.9%
m	3554	2.7%
f	2520	1.9%
u	1887	1.4%
i	1220	0.9%
c	1141	0.9%
(	79	0.1%
C	79	0.1%
O	79	0.1%
V	79	0.1%
I	79	0.1%
D	79	0.1%
T	79	0.1%
k	79	0.1%
g	79	0.1%
Other values (3)	237	0.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	124076	94.4%
Space Separator	6621	5.0%
Uppercase Letter	553	0.4%
Open Punctuation	79	0.1%
Close Punctuation	79	0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
n	28851	23.3%
e	19112	15.4%
a	15341	12.4%
t	12022	9.7%
s	11130	9.0%
p	7248	5.8%
r	6102	4.9%
d	5401	4.4%
o	4525	3.6%
l	3785	3.1%
m	3554	2.9%
f	2520	2.0%
u	1887	1.5%
i	1220	1.0%
c	1141	0.9%
k	79	0.1%
g	79	0.1%
j	79	0.1%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	6621	100.0%

Most frequent Open Punctuation characters

Value	Count	Frequency (%)
(	79	100.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
C	79	14.3%
O	79	14.3%
V	79	14.3%
I	79	14.3%
D	79	14.3%
T	79	14.3%
P	79	14.3%

Most frequent Close Punctuation characters

Value	Count	Frequency (%)
)	79	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	124629	94.8%
Common	6779	5.2%

Most frequent Latin characters

Value	Count	Frequency (%)
n	28851	23.1%
e	19112	15.3%
a	15341	12.3%
t	12022	9.6%
s	11130	8.9%
p	7248	5.8%
r	6102	4.9%
d	5401	4.3%
o	4525	3.6%
l	3785	3.0%
m	3554	2.9%
f	2520	2.0%
u	1887	1.5%
i	1220	1.0%
c	1141	0.9%
C	79	0.1%
O	79	0.1%
V	79	0.1%
I	79	0.1%
D	79	0.1%
T	79	0.1%
k	79	0.1%
g	79	0.1%
P	79	0.1%
j	79	0.1%

Most frequent Common characters

Value	Count	Frequency (%)
	6621	97.7%
(	79	1.2%
)	79	1.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	131408	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
n	28851	22.0%
e	19112	14.5%
a	15341	11.7%
t	12022	9.1%
s	11130	8.5%
p	7248	5.5%
	6621	5.0%
r	6102	4.6%
d	5401	4.1%
o	4525	3.4%
l	3785	2.9%
m	3554	2.7%
f	2520	1.9%
u	1887	1.4%
i	1220	0.9%
c	1141	0.9%
(	79	0.1%
C	79	0.1%
O	79	0.1%
V	79	0.1%
I	79	0.1%
D	79	0.1%
T	79	0.1%
k	79	0.1%
g	79	0.1%
Other values (3)	237	0.2%

stringency_index
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct count	153
Unique (%)	1.0%
Missing	4490
Missing (%)	22.8%
Infinite	0
Infinite (%)	0.0%

Mean	54.716536995663034
Minimum	0.0
Maximum	100.0
Zeros	2100
Zeros (%)	10.7%
Memory size	154.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	17.1325
median	68.06
Q3	83.33
95-th percentile	96.3
Maximum	100
Range	100
Interquartile range (IQR)	66.1975

Descriptive statistics

Standard deviation	34.42870833
Coefficient of variation (CV)	0.629219432
Kurtosis	-1.325984879
Mean	54.716537
Median Absolute Deviation (MAD)	21.75
Skewness	-0.4740742663
Sum	832676.26
Variance	1185.335957

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	2100	10.7%
82.41	436	2.2%
11.11	417	2.1%
100	361	1.8%
19.44	350	1.8%
96.3	350	1.8%
73.15	338	1.7%
85.19	335	1.7%
90.74	327	1.7%
5.56	302	1.5%
13.89	299	1.5%
78.7	289	1.5%
79.63	287	1.5%
93.52	285	1.4%
94.44	277	1.4%
81.48	248	1.3%
2.78	247	1.3%
75.93	231	1.2%
87.96	229	1.2%
84.26	227	1.2%
80.56	223	1.1%
87.04	218	1.1%
52.78	209	1.1%
16.67	201	1.0%
88.89	199	1.0%
Other values (128)	6233	31.6%
(Missing)	4490	22.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2100	10.7%
2.78	247	1.3%
5.56	302	1.5%
8.33	184	0.9%
10.19	38	0.2%
11.11	417	2.1%
12.04	4	< 0.1%
13.89	299	1.5%
14.81	8	< 0.1%
15.74	5	< 0.1%

Value	Count	Frequency (%)
100	361	1.8%
98.15	25	0.1%
97.22	133	0.7%
96.3	350	1.8%
95.37	17	0.1%
94.44	277	1.4%
93.52	285	1.4%
92.59	147	0.7%
92.13	36	0.2%
91.67	95	0.5%

population
Real number (ℝ_≥0)

Distinct count	211
Unique (%)	1.1%
Missing	64
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%

Mean	108844459.22968845
Minimum	809.0
Maximum	7794798729.0
Zeros	0
Zeros (%)	0.0%
Memory size	154.1 KiB

Quantile statistics

Minimum	809
5-th percentile	53192
Q1	2351625
median	9660350
Q3	36910558
95-th percentile	212559409
Maximum	7794798729
Range	7794797920
Interquartile range (IQR)	34558933

Descriptive statistics

Standard deviation	690097526.5
Coefficient of variation (CV)	6.340217328
Kurtosis	112.3728565
Mean	108844459.2
Median Absolute Deviation (MAD)	9218811
Skewness	10.43795189
Sum	2.138140557e+12
Variance	4.762345961e+17

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
37742157	147	0.7%
25499881	147	0.7%
29136808	147	0.7%
2722291	147	0.7%
128932753	147	0.7%
331002647	147	0.7%
5421242	147	0.7%
8655541	147	0.7%
8654618	147	0.7%
51269183	147	0.7%
10708982	147	0.7%
145934460	147	0.7%
17134873	147	0.7%
212559409	147	0.7%
4105268	147	0.7%
5850343	147	0.7%
60461828	147	0.7%
10099270	147	0.7%
1326539	147	0.7%
97338583	147	0.7%
67886004	147	0.7%
9006400	147	0.7%
126476458	147	0.7%
5540718	147	0.7%
65273512	147	0.7%
Other values (186)	15969	81.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
809	72	0.4%
3483	52	0.3%
4999	65	0.3%
15002	60	0.3%
26221	54	0.3%
30237	60	0.3%
33691	67	0.3%
33938	146	0.7%
38137	76	0.4%
38718	62	0.3%

Value	Count	Frequency (%)
7794798729	147	0.7%
1439323774	147	0.7%
1380004385	146	0.7%
331002647	147	0.7%
273523621	140	0.7%
220892331	142	0.7%
212559409	147	0.7%
206139587	136	0.7%
164689383	83	0.4%
145934460	147	0.7%

population_density
Real number (ℝ_≥0)

MISSING

Distinct count	199
Unique (%)	1.1%
Missing	862
Missing (%)	4.4%
Infinite	0
Infinite (%)	0.0%

Mean	427.4584158972726
Minimum	0.13699999999999998
Maximum	19347.5
Zeros	0
Zeros (%)	0.0%
Memory size	154.1 KiB

Quantile statistics

Minimum	0.137
5-th percentile	4.289
Q1	42.729
median	93.105
Q3	227.322
95-th percentile	1209.088
Maximum	19347.5
Range	19347.363
Interquartile range (IQR)	184.593

Descriptive statistics

Standard deviation	1850.114365
Coefficient of variation (CV)	4.328173914
Kurtosis	78.45128083
Mean	427.4584159
Median Absolute Deviation (MAD)	68.387
Skewness	8.462707252
Sum	8055881.306
Variance	3422923.164

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
205.859	147	0.7%
508.544	147	0.7%
272.898	147	0.7%
4.037	147	0.7%
18.136	147	0.7%
58.045	147	0.7%
14.462	147	0.7%
527.967	147	0.7%
122.578	147	0.7%
31.033	147	0.7%
204.43	147	0.7%
214.243	147	0.7%
237.016	147	0.7%
35.608	147	0.7%
83.479	147	0.7%
3.202	147	0.7%
45.135	147	0.7%
73.726	147	0.7%
24.718	147	0.7%
136.52	147	0.7%
375.564	147	0.7%
7915.731	147	0.7%
402.606	147	0.7%
49.831	147	0.7%
137.176	147	0.7%
Other values (174)	15171	77.0%
(Missing)	862	4.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.137	67	0.3%
1.98	71	0.4%
3.078	72	0.4%
3.202	147	0.7%
3.404	147	0.7%
3.612	67	0.3%
3.623	62	0.3%
3.952	72	0.4%
4.037	147	0.7%
4.044	55	0.3%

Value	Count	Frequency (%)
19347.5	135	0.7%
7915.731	147	0.7%
7039.714	110	0.6%
3457.1	67	0.3%
1935.907	146	0.7%
1454.433	77	0.4%
1454.037	80	0.4%
1308.82	67	0.3%
1265.036	83	0.4%
1209.088	61	0.3%

median_age
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct count	133
Unique (%)	0.7%
Missing	1767
Missing (%)	9.0%
Infinite	0
Infinite (%)	0.0%

Mean	32.41842706649574
Minimum	15.1
Maximum	48.2
Zeros	0
Zeros (%)	0.0%
Memory size	154.1 KiB

Quantile statistics

Minimum	15.1
5-th percentile	18
Q1	25.3
median	32.4
Q3	41
95-th percentile	44.8
Maximum	48.2
Range	33.1
Interquartile range (IQR)	15.7

Descriptive statistics

Standard deviation	8.947339646
Coefficient of variation (CV)	0.2759954895
Kurtosis	-1.159144013
Mean	32.41842707
Median Absolute Deviation (MAD)	7.4
Skewness	-0.1713743278
Sum	581619
Variance	80.05488673

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
32.4	509	2.6%
38.7	437	2.2%
31.9	304	1.5%
30.6	298	1.5%
37.9	292	1.5%
29.1	289	1.5%
39.7	287	1.5%
29.3	287	1.5%
41.2	233	1.2%
41.8	231	1.2%
43.4	230	1.2%
42.4	227	1.2%
20	226	1.1%
37.3	222	1.1%
41.4	220	1.1%
43.1	219	1.1%
28.2	217	1.1%
28.6	211	1.1%
25	210	1.1%
42.2	208	1.1%
39.1	207	1.1%
27.6	206	1.0%
18.7	205	1.0%
17.7	202	1.0%
20.3	190	1.0%
Other values (108)	11574	58.7%
(Missing)	1767	9.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
15.1	66	0.3%
16.4	126	0.6%
16.7	67	0.3%
16.8	135	0.7%
17	74	0.4%
17.5	124	0.6%
17.6	74	0.4%
17.7	202	1.0%
18	65	0.3%
18.1	189	1.0%

Value	Count	Frequency (%)
48.2	147	0.7%
47.9	147	0.7%
46.6	147	0.7%
46.2	86	0.4%
45.5	146	0.7%
45.3	147	0.7%
44.8	110	0.6%
44.7	77	0.4%
44.5	81	0.4%
44.4	147	0.7%

aged_65_older
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct count	183
Unique (%)	1.0%
Missing	2007
Missing (%)	10.2%
Infinite	0
Infinite (%)	0.0%

Mean	9.911303937630644
Minimum	1.1440000000000001
Maximum	27.049
Zeros	0
Zeros (%)	0.0%
Memory size	154.1 KiB

Quantile statistics

Minimum	1.144
5-th percentile	2.405
Q1	4.031
median	7.775
Q3	15.413
95-th percentile	20.396
Maximum	27.049
Range	25.905
Interquartile range (IQR)	11.382

Descriptive statistics

Standard deviation	6.476636687
Coefficient of variation (CV)	0.653459598
Kurtosis	-1.060112425
Mean	9.911303938
Median Absolute Deviation (MAD)	4.796
Skewness	0.4916184571
Sum	175439.991
Variance	41.94682277

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
27.049	147	0.7%
19.677	147	0.7%
19.027	147	0.7%
5.809	147	0.7%
19.202	147	0.7%
23.021	147	0.7%
12.922	147	0.7%
15.413	147	0.7%
14.178	147	0.7%
18.517	147	0.7%
6.293	147	0.7%
13.914	147	0.7%
11.733	147	0.7%
16.821	147	0.7%
8.696	147	0.7%
14.799	147	0.7%
21.228	147	0.7%
19.985	147	0.7%
6.857	147	0.7%
16.984	147	0.7%
18.571	147	0.7%
5.44	147	0.7%
18.436	147	0.7%
19.724	147	0.7%
7.15	147	0.7%
Other values (158)	14026	71.2%
(Missing)	2007	10.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.144	141	0.7%
1.307	143	0.7%
2.168	65	0.3%
2.339	69	0.4%
2.345	144	0.7%
2.355	141	0.7%
2.372	146	0.7%
2.405	65	0.3%
2.409	74	0.4%
2.48	68	0.3%

Value	Count	Frequency (%)
27.049	147	0.7%
23.021	147	0.7%
21.502	86	0.4%
21.453	147	0.7%
21.228	147	0.7%
20.801	77	0.4%
20.396	147	0.7%
19.985	147	0.7%
19.754	87	0.4%
19.724	147	0.7%

aged_70_older
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct count	182
Unique (%)	1.0%
Missing	1857
Missing (%)	9.4%
Infinite	0
Infinite (%)	0.0%

Mean	6.314480477284186
Minimum	0.526
Maximum	18.493
Zeros	0
Zeros (%)	0.0%
Memory size	154.1 KiB

Quantile statistics

Minimum	0.526
5-th percentile	1.38
Q1	2.38
median	5.021
Q3	9.842
95-th percentile	13.799
Maximum	18.493
Range	17.967
Interquartile range (IQR)	7.462

Descriptive statistics

Standard deviation	4.450221501
Coefficient of variation (CV)	0.7047644722
Kurtosis	-0.8050538168
Mean	6.314480477
Median Absolute Deviation (MAD)	3.229
Skewness	0.6278680768
Sum	112719.791
Variance	19.80447141

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
3.053	249	1.3%
1.845	153	0.8%
9.207	147	0.7%
11.881	147	0.7%
13.433	147	0.7%
12.527	147	0.7%
9.393	147	0.7%
3.182	147	0.7%
15.957	147	0.7%
16.24	147	0.7%
13.491	147	0.7%
14.524	147	0.7%
13.079	147	0.7%
9.732	147	0.7%
13.264	147	0.7%
10.813	147	0.7%
3.407	147	0.7%
9.788	147	0.7%
4.718	147	0.7%
10.797	147	0.7%
12.849	147	0.7%
13.053	147	0.7%
11.58	147	0.7%
3.212	147	0.7%
10.129	147	0.7%
Other values (157)	14068	71.4%
(Missing)	1857	9.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.526	141	0.7%
0.617	143	0.7%
1.114	144	0.7%
1.285	55	0.3%
1.308	65	0.3%
1.337	137	0.7%
1.358	74	0.4%
1.362	65	0.3%
1.378	66	0.3%
1.38	30	0.2%

Value	Count	Frequency (%)
18.493	147	0.7%
16.24	147	0.7%
15.957	147	0.7%
14.924	86	0.4%
14.524	147	0.7%
14.136	87	0.4%
13.799	146	0.7%
13.778	147	0.7%
13.748	147	0.7%
13.491	147	0.7%

gdp_per_capita
Real number (ℝ_≥0)

MISSING

Distinct count	183
Unique (%)	1.0%
Missing	2010
Missing (%)	10.2%
Infinite	0
Infinite (%)	0.0%

Mean	23306.411645666176
Minimum	661.24
Maximum	116935.6
Zeros	0
Zeros (%)	0.0%
Memory size	154.1 KiB

Quantile statistics

Minimum	661.24
5-th percentile	1561.767
Q1	6570.102
median	15847.419
Q3	35938.374
95-th percentile	65530.537
Maximum	116935.6
Range	116274.36
Interquartile range (IQR)	29368.272

Descriptive statistics

Standard deviation	21403.10381
Coefficient of variation (CV)	0.9183354408
Kurtosis	2.706561264
Mean	23306.41165
Median Absolute Deviation (MAD)	11870.428
Skewness	1.479637785
Sum	412476873.3
Variance	458092852.8

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2442.804	147	0.7%
39002.223	147	0.7%
85535.383	147	0.7%
45436.686	147	0.7%
15469.207	147	0.7%
15308.712	147	0.7%
44648.71	147	0.7%
46482.958	147	0.7%
26808.164	147	0.7%
24765.954	147	0.7%
48472.545	147	0.7%
46682.515	147	0.7%
29481.252	147	0.7%
39753.244	147	0.7%
32605.906	147	0.7%
17336.469	147	0.7%
64800.057	147	0.7%
45229.245	147	0.7%
35220.084	147	0.7%
57410.166	147	0.7%
42658.576	147	0.7%
14103.452	147	0.7%
46949.283	147	0.7%
38605.671	147	0.7%
35938.374	147	0.7%
Other values (158)	14023	71.2%
(Missing)	2010	10.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
661.24	71	0.4%
702.225	55	0.3%
752.788	70	0.4%
808.133	74	0.4%
926	66	0.3%
1095.042	53	0.3%
1136.103	64	0.3%
1390.3	55	0.3%
1413.89	24	0.1%
1416.44	66	0.3%

Value	Count	Frequency (%)
116935.6	143	0.7%
94277.965	140	0.7%
85535.383	147	0.7%
71809.251	76	0.4%
67335.293	146	0.7%
67293.483	141	0.7%
65530.537	144	0.7%
64800.057	147	0.7%
57410.166	147	0.7%
56861.47	146	0.7%

extreme_poverty
Real number (ℝ_≥0)

MISSING

Distinct count	73
Unique (%)	0.6%
Missing	7968
Missing (%)	40.4%
Infinite	0
Infinite (%)	0.0%

Mean	10.044318568994889
Minimum	0.1
Maximum	77.6
Zeros	0
Zeros (%)	0.0%
Memory size	154.1 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.1
Q1	0.5
median	1.5
Q3	10
95-th percentile	49.6
Maximum	77.6
Range	77.5
Interquartile range (IQR)	9.5

Descriptive statistics

Standard deviation	17.46293594
Coefficient of variation (CV)	1.738588419
Kurtosis	3.93678486
Mean	10.04431857
Median Absolute Deviation (MAD)	1.3
Skewness	2.154046078
Sum	117920.3
Variance	304.9541316

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.2	1619	8.2%
0.5	1184	6.0%
0.7	892	4.5%
0.1	727	3.7%
1	402	2.0%
2	372	1.9%
1.3	304	1.5%
1.5	297	1.5%
2.5	292	1.5%
5.7	285	1.4%
3.4	220	1.1%
1.1	150	0.8%
1.2	147	0.7%
15	147	0.7%
10	147	0.7%
21.2	146	0.7%
2.2	146	0.7%
4.2	144	0.7%
3.6	142	0.7%
4	142	0.7%
1.8	138	0.7%
5	138	0.7%
1.6	138	0.7%
1.4	135	0.7%
18.9	109	0.6%
Other values (48)	3177	16.1%
(Missing)	7968	40.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1	727	3.7%
0.2	1619	8.2%
0.5	1184	6.0%
0.6	80	0.4%
0.7	892	4.5%
1	402	2.0%
1.1	150	0.8%
1.2	147	0.7%
1.3	304	1.5%
1.4	135	0.7%

Value	Count	Frequency (%)
77.6	66	0.3%
77.1	74	0.4%
71.7	55	0.3%
71.4	53	0.3%
67.1	60	0.3%
62.9	64	0.3%
59.6	11	0.1%
57.5	68	0.3%
56	72	0.4%
52.2	55	0.3%

cvd_death_rate
Real number (ℝ_≥0)

MISSING

Distinct count	186
Unique (%)	1.0%
Missing	1841
Missing (%)	9.3%
Infinite	0
Infinite (%)	0.0%

Mean	244.8728072424022
Minimum	79.37
Maximum	724.4169999999999
Zeros	0
Zeros (%)	0.0%
Memory size	154.1 KiB

Quantile statistics

Minimum	79.37
5-th percentile	99.403
Q1	145.183
median	233.07
Q3	311.11
95-th percentile	464.7673
Maximum	724.417
Range	645.047
Interquartile range (IQR)	165.927

Descriptive statistics

Standard deviation	119.1113995
Coefficient of variation (CV)	0.4864215052
Kurtosis	0.8027486749
Mean	244.8728072
Median Absolute Deviation (MAD)	81.981
Skewness	0.9410575798
Sum	4375142.447
Variance	14187.52549

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
233.07	147	0.7%
79.37	147	0.7%
151.089	147	0.7%
177.961	147	0.7%
133.982	147	0.7%
114.767	147	0.7%
253.782	147	0.7%
260.942	147	0.7%
113.151	147	0.7%
93.32	147	0.7%
114.898	147	0.7%
92.243	147	0.7%
443.129	147	0.7%
245.465	147	0.7%
109.361	147	0.7%
114.316	147	0.7%
107.791	147	0.7%
86.06	147	0.7%
261.899	147	0.7%
152.783	147	0.7%
342.989	147	0.7%
153.507	147	0.7%
260.797	147	0.7%
122.137	147	0.7%
227.485	147	0.7%
Other values (161)	14192	72.0%
(Missing)	1841	9.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
79.37	147	0.7%
85.755	83	0.4%
85.998	147	0.7%
86.06	147	0.7%
92.243	147	0.7%
93.32	147	0.7%
99.403	146	0.7%
99.739	147	0.7%
103.957	146	0.7%
105.599	147	0.7%

Value	Count	Frequency (%)
724.417	71	0.4%
597.029	137	0.7%
561.494	66	0.3%
559.812	140	0.7%
539.849	73	0.4%
525.432	143	0.7%
496.218	144	0.7%
495.003	46	0.2%
466.792	74	0.4%
460.043	71	0.4%

diabetes_prevalence
Real number (ℝ_≥0)

MISSING

Distinct count	141
Unique (%)	0.8%
Missing	1191
Missing (%)	6.0%
Infinite	0
Infinite (%)	0.0%

Mean	8.006755953988227
Minimum	0.99
Maximum	23.36
Zeros	0
Zeros (%)	0.0%
Memory size	154.1 KiB

Quantile statistics

Minimum	0.99
5-th percentile	2.42
Q1	5.31
median	7.11
Q3	10.08
95-th percentile	16.52
Maximum	23.36
Range	22.37
Interquartile range (IQR)	4.77

Descriptive statistics

Standard deviation	4.021435775
Coefficient of variation (CV)	0.5022553201
Kurtosis	1.497158382
Mean	8.006755954
Median Absolute Deviation (MAD)	2.3
Skewness	1.135570681
Sum	148261.1
Variance	16.17194569

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2.42	937	4.8%
7.11	662	3.4%
10.08	449	2.3%
3.94	407	2.1%
11.62	398	2.0%
5.31	294	1.5%
5.59	294	1.5%
9.74	292	1.5%
16.52	289	1.5%
9.59	284	1.4%
6.05	258	1.3%
8.83	225	1.1%
5.72	224	1.1%
4.28	219	1.1%
7.2	218	1.1%
6.1	212	1.1%
4	200	1.0%
8.33	188	1.0%
8.27	152	0.8%
6.18	147	0.7%
7.26	147	0.7%
13.06	147	0.7%
8.11	147	0.7%
16.74	147	0.7%
6	147	0.7%
Other values (116)	11433	58.0%
(Missing)	1191	6.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.99	70	0.4%
1.82	66	0.3%
1.91	69	0.4%
2.16	67	0.3%
2.42	937	4.8%
2.5	65	0.3%
2.92	81	0.4%
3.28	146	0.7%
3.3	64	0.3%
3.67	147	0.7%

Value	Count	Frequency (%)
23.36	66	0.3%
22.63	68	0.3%
22.02	67	0.3%
21.52	68	0.3%
17.72	81	0.4%
17.65	66	0.3%
17.31	143	0.7%
17.26	141	0.7%
17.11	63	0.3%
16.74	147	0.7%

female_smokers
Real number (ℝ_≥0)

MISSING

Distinct count	107
Unique (%)	0.7%
Missing	5121
Missing (%)	26.0%
Infinite	0
Infinite (%)	0.0%

Mean	11.344731473229588
Minimum	0.1
Maximum	44.0
Zeros	0
Zeros (%)	0.0%
Memory size	154.1 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.4
Q1	1.9
median	7.1
Q3	20
95-th percentile	30.2
Maximum	44
Range	43.9
Interquartile range (IQR)	18.1

Descriptive statistics

Standard deviation	10.57444268
Coefficient of variation (CV)	0.9321016288
Kurtosis	-0.5787680828
Mean	11.34473147
Median Absolute Deviation (MAD)	6.2
Skewness	0.7576961846
Sum	165485.598
Variance	111.8188381

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1.9	502	2.5%
2	429	2.2%
0.8	399	2.0%
1	377	1.9%
0.3	351	1.8%
2.8	282	1.4%
30.1	224	1.1%
19.6	222	1.1%
1.2	222	1.1%
20.9	220	1.1%
5.3	218	1.1%
1.7	211	1.1%
0.7	211	1.1%
0.2	208	1.1%
1.5	208	1.1%
0.6	206	1.0%
1.6	201	1.0%
0.4	169	0.9%
4.7	154	0.8%
7.1	150	0.8%
30.5	147	0.7%
34.3	147	0.7%
20	147	0.7%
24.5	147	0.7%
28.2	147	0.7%
Other values (82)	8688	44.1%
(Missing)	5121	26.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1	66	0.3%
0.2	208	1.1%
0.3	351	1.8%
0.4	169	0.9%
0.5	141	0.7%
0.6	206	1.0%
0.7	211	1.1%
0.8	399	2.0%
0.9	73	0.4%
1	377	1.9%

Value	Count	Frequency (%)
44	69	0.4%
37.7	90	0.5%
35.3	147	0.7%
34.3	147	0.7%
34.2	82	0.4%
30.5	147	0.7%
30.2	74	0.4%
30.1	224	1.1%
29	73	0.4%
28.4	147	0.7%

male_smokers
Real number (ℝ_≥0)

MISSING

Distinct count	122
Unique (%)	0.8%
Missing	5277
Missing (%)	26.8%
Infinite	0
Infinite (%)	0.0%

Mean	32.63875303166793
Minimum	7.7
Maximum	78.1
Zeros	0
Zeros (%)	0.0%
Memory size	154.1 KiB

Quantile statistics

Minimum	7.7
5-th percentile	14.2
Q1	21.4
median	31.4
Q3	40.8
95-th percentile	53.3
Maximum	78.1
Range	70.4
Interquartile range (IQR)	19.4

Descriptive statistics

Standard deviation	13.19447814
Coefficient of variation (CV)	0.4042580343
Kurtosis	0.413915282
Mean	32.63875303
Median Absolute Deviation (MAD)	9.5
Skewness	0.5605505218
Sum	471009.845
Variance	174.0942535

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
24.7	339	1.7%
31.4	293	1.5%
16.5	285	1.4%
33.7	285	1.4%
16.6	232	1.2%
33.1	231	1.2%
30.9	223	1.1%
37.8	220	1.1%
18.8	215	1.1%
12.3	212	1.1%
40.7	210	1.1%
34.8	150	0.8%
20.4	150	0.8%
40.9	147	0.7%
21.4	147	0.7%
42.4	147	0.7%
17.9	147	0.7%
18.9	147	0.7%
20.7	147	0.7%
45.9	147	0.7%
39.3	147	0.7%
28.3	147	0.7%
15.2	147	0.7%
38	147	0.7%
58.3	147	0.7%
Other values (97)	9622	48.8%
(Missing)	5277	26.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
7.7	73	0.4%
8.5	73	0.4%
9.9	78	0.4%
10.8	136	0.7%
11.4	65	0.3%
12.3	212	1.1%
13.5	82	0.4%
14.2	73	0.4%
14.5	69	0.4%
15.2	147	0.7%

Value	Count	Frequency (%)
78.1	65	0.3%
76.1	140	0.7%
65.8	78	0.4%
58.3	147	0.7%
55.5	144	0.7%
55	77	0.4%
53.9	11	0.1%
53.3	72	0.4%
52.7	75	0.4%
52.3	71	0.4%

handwashing_facilities
Real number (ℝ_≥0)

MISSING

Distinct count	92
Unique (%)	1.2%
Missing	11942
Missing (%)	60.6%
Infinite	0
Infinite (%)	0.0%

Mean	55.50153734226114
Minimum	1.188
Maximum	98.999
Zeros	0
Zeros (%)	0.0%
Memory size	154.1 KiB

Quantile statistics

Minimum	1.188
5-th percentile	6.144
Q1	24.64
median	59.607
Q3	84.169
95-th percentile	95.803
Maximum	98.999
Range	97.811
Interquartile range (IQR)	59.529

Descriptive statistics

Standard deviation	30.88787076
Coefficient of variation (CV)	0.5565227963
Kurtosis	-1.348565713
Mean	55.50153734
Median Absolute Deviation (MAD)	27.372
Skewness	-0.2722389927
Sum	431024.939
Variance	954.0605601

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
85.847	147	0.7%
87.847	147	0.7%
47.782	147	0.7%
60.13	147	0.7%
59.55	146	0.7%
94.576	145	0.7%
89.827	143	0.7%
78.463	143	0.7%
80.635	142	0.7%
83.741	142	0.7%
59.607	142	0.7%
97.4	141	0.7%
90.67	140	0.7%
83.241	140	0.7%
64.204	140	0.7%
94.043	138	0.7%
66.229	138	0.7%
55.182	138	0.7%
37.746	137	0.7%
41.949	136	0.7%
43.993	109	0.6%
97.719	90	0.5%
20.859	85	0.4%
34.808	83	0.4%
65.386	82	0.4%
Other values (67)	4478	22.7%
(Missing)	11942	60.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.188	70	0.4%
2.117	11	0.1%
2.735	74	0.4%
4.472	74	0.4%
4.617	72	0.4%
5.818	67	0.3%
6.144	55	0.3%
6.403	60	0.3%
7.876	69	0.4%
7.96	73	0.4%

Value	Count	Frequency (%)
98.999	74	0.4%
97.719	90	0.5%
97.4	141	0.7%
97.164	74	0.4%
95.803	77	0.4%
94.576	145	0.7%
94.043	138	0.7%
90.67	140	0.7%
90.65	68	0.3%
90.083	63	0.3%

hospital_beds_per_100k
Real number (ℝ_≥0)

MISSING

Distinct count	100
Unique (%)	0.6%
Missing	3205
Missing (%)	16.3%
Infinite	0
Infinite (%)	0.0%

Mean	3.235829485548082
Minimum	0.1
Maximum	13.8
Zeros	0
Zeros (%)	0.0%
Memory size	154.1 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.5
Q1	1.4
median	2.6
Q3	4.28
95-th percentile	8
Maximum	13.8
Range	13.7
Interquartile range (IQR)	2.88

Descriptive statistics

Standard deviation	2.614641043
Coefficient of variation (CV)	0.8080280667
Kurtosis	3.719054885
Mean	3.235829486
Median Absolute Deviation (MAD)	1.3
Skewness	1.762025948
Sum	53400.894
Variance	6.836347785

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1.6	577	2.9%
0.8	491	2.5%
0.7	458	2.3%
1.5	415	2.1%
1.3	410	2.1%
1.4	368	1.9%
0.3	358	1.8%
2	358	1.8%
3.6	357	1.8%
2.6	354	1.8%
2.1	350	1.8%
2.5	294	1.5%
1.9	289	1.5%
1.2	284	1.4%
2.3	284	1.4%
3.8	277	1.4%
0.9	275	1.4%
0.5	272	1.4%
2.9	259	1.3%
1.1	252	1.3%
1	214	1.1%
0.6	214	1.1%
1.7	213	1.1%
2.2	171	0.9%
2.7	157	0.8%
Other values (75)	8552	43.4%
(Missing)	3205	16.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1	61	0.3%
0.2	66	0.3%
0.3	358	1.8%
0.4	74	0.4%
0.5	272	1.4%
0.53	146	0.7%
0.6	214	1.1%
0.7	458	2.3%
0.8	491	2.5%
0.9	275	1.4%

Value	Count	Frequency (%)
13.8	135	0.7%
13.05	147	0.7%
12.27	147	0.7%
11	147	0.7%
8.8	73	0.4%
8.05	147	0.7%
8	147	0.7%
7.454	77	0.4%
7.37	147	0.7%
7.02	83	0.4%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

First rows

	iso_code	location	date	total_cases	new_cases	total_cases_per_million	new_cases_per_million	total_tests	new_tests	total_tests_per_thousand	new_tests_per_thousand	new_tests_smoothed	new_tests_smoothed_per_thousand	tests_units	stringency_index	population	population_density	median_age	aged_65_older	aged_70_older	gdp_per_capita	extreme_poverty	cvd_death_rate	diabetes_prevalence	female_smokers	male_smokers	handwashing_facilities	hospital_beds_per_100k
0	ABW	Aruba	2020-03-13	2	2	18.733	18.733	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.00	106766.0	584.8	41.2	13.085	7.452	35973.781	NaN	NaN	11.62	NaN	NaN	NaN	NaN
1	ABW	Aruba	2020-03-20	4	2	37.465	18.733	NaN	NaN	NaN	NaN	NaN	NaN	NaN	30.56	106766.0	584.8	41.2	13.085	7.452	35973.781	NaN	NaN	11.62	NaN	NaN	NaN	NaN
2	ABW	Aruba	2020-03-24	12	8	112.395	74.930	NaN	NaN	NaN	NaN	NaN	NaN	NaN	41.67	106766.0	584.8	41.2	13.085	7.452	35973.781	NaN	NaN	11.62	NaN	NaN	NaN	NaN
3	ABW	Aruba	2020-03-25	17	5	159.227	46.831	NaN	NaN	NaN	NaN	NaN	NaN	NaN	41.67	106766.0	584.8	41.2	13.085	7.452	35973.781	NaN	NaN	11.62	NaN	NaN	NaN	NaN
4	ABW	Aruba	2020-03-26	19	2	177.959	18.733	NaN	NaN	NaN	NaN	NaN	NaN	NaN	41.67	106766.0	584.8	41.2	13.085	7.452	35973.781	NaN	NaN	11.62	NaN	NaN	NaN	NaN
5	ABW	Aruba	2020-03-27	28	9	262.256	84.296	NaN	NaN	NaN	NaN	NaN	NaN	NaN	41.67	106766.0	584.8	41.2	13.085	7.452	35973.781	NaN	NaN	11.62	NaN	NaN	NaN	NaN
6	ABW	Aruba	2020-03-28	28	0	262.256	0.000	NaN	NaN	NaN	NaN	NaN	NaN	NaN	41.67	106766.0	584.8	41.2	13.085	7.452	35973.781	NaN	NaN	11.62	NaN	NaN	NaN	NaN
7	ABW	Aruba	2020-03-29	28	0	262.256	0.000	NaN	NaN	NaN	NaN	NaN	NaN	NaN	82.41	106766.0	584.8	41.2	13.085	7.452	35973.781	NaN	NaN	11.62	NaN	NaN	NaN	NaN
8	ABW	Aruba	2020-03-30	50	22	468.314	206.058	NaN	NaN	NaN	NaN	NaN	NaN	NaN	82.41	106766.0	584.8	41.2	13.085	7.452	35973.781	NaN	NaN	11.62	NaN	NaN	NaN	NaN
9	ABW	Aruba	2020-04-01	55	5	515.145	46.831	NaN	NaN	NaN	NaN	NaN	NaN	NaN	82.41	106766.0	584.8	41.2	13.085	7.452	35973.781	NaN	NaN	11.62	NaN	NaN	NaN	NaN

Last rows

	iso_code	location	date	total_cases	new_cases	total_deaths	new_deaths	total_cases_per_million	new_cases_per_million	total_deaths_per_million	new_deaths_per_million	total_tests	new_tests	total_tests_per_thousand	new_tests_per_thousand	new_tests_smoothed	new_tests_smoothed_per_thousand	tests_units	stringency_index	population	population_density	median_age	aged_65_older	aged_70_older	gdp_per_capita	extreme_poverty	cvd_death_rate	diabetes_prevalence	female_smokers	male_smokers	handwashing_facilities	hospital_beds_per_100k
19698	NaN	International	2020-02-23	634	0	2	0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
19699	NaN	International	2020-02-24	691	57	3	1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
19700	NaN	International	2020-02-25	691	0	3	0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
19701	NaN	International	2020-02-26	691	0	4	1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
19702	NaN	International	2020-02-27	705	14	4	0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
19703	NaN	International	2020-02-28	705	0	4	0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
19704	NaN	International	2020-02-29	705	0	6	2	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
19705	NaN	International	2020-03-01	705	0	6	0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
19706	NaN	International	2020-03-02	705	0	6	0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
19707	NaN	International	2020-03-10	696	-9	7	1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Connector Punctuation characters

Most frequent Lowercase Letter characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most frequent Space Separator characters

Most frequent Other Punctuation characters

Most frequent Dash Punctuation characters

Most frequent Open Punctuation characters

Most frequent Close Punctuation characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most frequent Dash Punctuation characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Lowercase Letter characters

Most frequent Space Separator characters

Most frequent Open Punctuation characters

Most frequent Uppercase Letter characters

Most frequent Close Punctuation characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows